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Development of Hazard Based-Models for the Metrorail of the Washington Metropolitan Area Transit Authority

机译:华盛顿大都会运输局都会铁路危险模型的开发

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The present study developed duration models to predict the duration of delay of the Washington Metropolitan Area Transit Authority's Metrorail based on incident data from June 2015 to May 2016. Three fixed-parameter hazard-based models (log-logistic, log-normal, and Weibull) were developed and compared. Out of the three models, the log-logistic gave the best results based on the Akaike information criterion (AIC) value and the log-likelihood values. From the results, incidents during peak hours, weekends, and on some specific metro lines yielded shorter delays. The results would enable transit authorities to identify the significant causes of delay to improve travel time reliability for transit riders.
机译:本研究基于2015年6月至2016年5月的事件数据开发了持续时间模型,以预测华盛顿都会区交通管理局地铁的延误持续时间。三种基于固定参数风险的模型(对数逻辑模型,对数正态模型和Weibull模型) )进行了开发和比较。在这三个模型中,对数逻辑模型基于Akaike信息准则(AIC)值和对数似然值给出了最佳结果。从结果来看,高峰时段,周末以及某些特定地铁线路上的事故导致了较短的延误。结果将使运输当局能够确定造成延误的重要原因,从而改善运输驾驶员的旅行时间可靠性。

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